Overview

Dataset statistics

Number of variables36
Number of observations26707
Missing cells60762
Missing cells (%)6.3%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory7.3 MiB
Average record size in memory288.0 B

Variable types

CAT16
BOOL13
NUM7

Reproduction

Analysis started2020-09-18 02:05:46.779010
Analysis finished2020-09-18 02:06:32.626735
Duration45.85 seconds
Versionpandas-profiling v2.8.0
Command linepandas_profiling --config_file config.yaml [YOUR_FILE.csv]
Download configurationconfig.yaml

Warnings

doctor_recc_h1n1 has 2160 (8.1%) missing values Missing
doctor_recc_seasonal has 2160 (8.1%) missing values Missing
chronic_med_condition has 971 (3.6%) missing values Missing
child_under_6_months has 820 (3.1%) missing values Missing
health_worker has 804 (3.0%) missing values Missing
health_insurance has 12274 (46.0%) missing values Missing
opinion_h1n1_vacc_effective has 391 (1.5%) missing values Missing
opinion_h1n1_risk has 388 (1.5%) missing values Missing
opinion_h1n1_sick_from_vacc has 395 (1.5%) missing values Missing
opinion_seas_vacc_effective has 462 (1.7%) missing values Missing
opinion_seas_risk has 514 (1.9%) missing values Missing
opinion_seas_sick_from_vacc has 537 (2.0%) missing values Missing
education has 1407 (5.3%) missing values Missing
income_poverty has 4423 (16.6%) missing values Missing
marital_status has 1408 (5.3%) missing values Missing
rent_or_own has 2042 (7.6%) missing values Missing
employment_status has 1463 (5.5%) missing values Missing
employment_industry has 13330 (49.9%) missing values Missing
employment_occupation has 13470 (50.4%) missing values Missing
respondent_id has unique values Unique

Variables

respondent_id
Real number (ℝ≥0)

UNIQUE

Distinct count26707
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean13353.0
Minimum0
Maximum26706
Zeros1
Zeros (%)< 0.1%
Memory size208.6 KiB

Quantile statistics

Minimum0
5-th percentile1335.3
Q16676.5
median13353
Q320029.5
95-th percentile25370.7
Maximum26706
Range26706
Interquartile range (IQR)13353

Descriptive statistics

Standard deviation7709.791156
Coefficient of variation (CV)0.5773826972
Kurtosis-1.2
Mean13353
Median Absolute Deviation (MAD)6677
Skewness0
Sum356618571
Variance59440879.67
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
20471< 0.1%
 
76571< 0.1%
 
33711< 0.1%
 
136121< 0.1%
 
156611< 0.1%
 
95181< 0.1%
 
115671< 0.1%
 
218241< 0.1%
 
238731< 0.1%
 
177301< 0.1%
 
Other values (26697)26697> 99.9%
 
ValueCountFrequency (%) 
01< 0.1%
 
11< 0.1%
 
21< 0.1%
 
31< 0.1%
 
41< 0.1%
 
ValueCountFrequency (%) 
267061< 0.1%
 
267051< 0.1%
 
267041< 0.1%
 
267031< 0.1%
 
267021< 0.1%
 

h1n1_concern
Categorical

Distinct count4
Unique (%)< 0.1%
Missing92
Missing (%)0.3%
Memory size208.6 KiB
2
10575
1
8153
3
4591
0
3296
ValueCountFrequency (%) 
21057539.6%
 
1815330.5%
 
3459117.2%
 
0329612.3%
 
(Missing)920.3%
 

Length

Max length3
Median length3
Mean length3
Min length3

h1n1_knowledge
Categorical

Distinct count3
Unique (%)< 0.1%
Missing116
Missing (%)0.4%
Memory size208.6 KiB
1
14598
2
9487
0
 
2506
ValueCountFrequency (%) 
11459854.7%
 
2948735.5%
 
025069.4%
 
(Missing)1160.4%
 

Length

Max length3
Median length3
Mean length3
Min length3
Distinct count2
Unique (%)< 0.1%
Missing71
Missing (%)0.3%
Memory size208.6 KiB
0
25335
1
 
1301
(Missing)
 
71
ValueCountFrequency (%) 
02533594.9%
 
113014.9%
 
(Missing)710.3%
 
Distinct count2
Unique (%)< 0.1%
Missing208
Missing (%)0.8%
Memory size208.6 KiB
1
19228
0
7271
(Missing)
 
208
ValueCountFrequency (%) 
11922872.0%
 
0727127.2%
 
(Missing)2080.8%
 
Distinct count2
Unique (%)< 0.1%
Missing19
Missing (%)0.1%
Memory size208.6 KiB
0
24847
1
 
1841
(Missing)
 
19
ValueCountFrequency (%) 
02484793.0%
 
118416.9%
 
(Missing)190.1%
 
Distinct count2
Unique (%)< 0.1%
Missing42
Missing (%)0.2%
Memory size208.6 KiB
1
22015
0
4650
(Missing)
 
42
ValueCountFrequency (%) 
12201582.4%
 
0465017.4%
 
(Missing)420.2%
 
Distinct count2
Unique (%)< 0.1%
Missing87
Missing (%)0.3%
Memory size208.6 KiB
0
17073
1
9547
(Missing)
 
87
ValueCountFrequency (%) 
01707363.9%
 
1954735.7%
 
(Missing)870.3%
 
Distinct count2
Unique (%)< 0.1%
Missing82
Missing (%)0.3%
Memory size208.6 KiB
0
17644
1
8981
(Missing)
 
82
ValueCountFrequency (%) 
01764466.1%
 
1898133.6%
 
(Missing)820.3%
 
Distinct count2
Unique (%)< 0.1%
Missing128
Missing (%)0.5%
Memory size208.6 KiB
1
18001
0
8578
(Missing)
 
128
ValueCountFrequency (%) 
11800167.4%
 
0857832.1%
 
(Missing)1280.5%
 

doctor_recc_h1n1
Boolean

MISSING

Distinct count2
Unique (%)< 0.1%
Missing2160
Missing (%)8.1%
Memory size208.6 KiB
0
19139
1
5408
(Missing)
 
2160
ValueCountFrequency (%) 
01913971.7%
 
1540820.2%
 
(Missing)21608.1%
 

doctor_recc_seasonal
Boolean

MISSING

Distinct count2
Unique (%)< 0.1%
Missing2160
Missing (%)8.1%
Memory size208.6 KiB
0
16453
1
8094
(Missing)
 
2160
ValueCountFrequency (%) 
01645361.6%
 
1809430.3%
 
(Missing)21608.1%
 

chronic_med_condition
Boolean

MISSING

Distinct count2
Unique (%)< 0.1%
Missing971
Missing (%)3.6%
Memory size208.6 KiB
0
18446
1
7290
(Missing)
 
971
ValueCountFrequency (%) 
01844669.1%
 
1729027.3%
 
(Missing)9713.6%
 

child_under_6_months
Boolean

MISSING

Distinct count2
Unique (%)< 0.1%
Missing820
Missing (%)3.1%
Memory size208.6 KiB
0
23749
1
 
2138
(Missing)
 
820
ValueCountFrequency (%) 
02374988.9%
 
121388.0%
 
(Missing)8203.1%
 

health_worker
Boolean

MISSING

Distinct count2
Unique (%)< 0.1%
Missing804
Missing (%)3.0%
Memory size208.6 KiB
0
23004
1
 
2899
(Missing)
 
804
ValueCountFrequency (%) 
02300486.1%
 
1289910.9%
 
(Missing)8043.0%
 

health_insurance
Boolean

MISSING

Distinct count2
Unique (%)< 0.1%
Missing12274
Missing (%)46.0%
Memory size208.6 KiB
1
12697
0
 
1736
(Missing)
12274
ValueCountFrequency (%) 
11269747.5%
 
017366.5%
 
(Missing)1227446.0%
 

opinion_h1n1_vacc_effective
Real number (ℝ≥0)

MISSING

Distinct count5
Unique (%)< 0.1%
Missing391
Missing (%)1.5%
Infinite0
Infinite (%)0.0%
Mean3.85062319501444
Minimum1.0
Maximum5.0
Zeros0
Zeros (%)0.0%
Memory size208.6 KiB

Quantile statistics

Minimum1
5-th percentile2
Q13
median4
Q35
95-th percentile5
Maximum5
Range4
Interquartile range (IQR)2

Descriptive statistics

Standard deviation1.007435774
Coefficient of variation (CV)0.2616292801
Kurtosis0.5155901708
Mean3.850623195
Median Absolute Deviation (MAD)1
Skewness-0.9027057052
Sum101333
Variance1.014926839
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
41168343.7%
 
5716626.8%
 
3472317.7%
 
218587.0%
 
18863.3%
 
(Missing)3911.5%
 
ValueCountFrequency (%) 
18863.3%
 
218587.0%
 
3472317.7%
 
41168343.7%
 
5716626.8%
 
ValueCountFrequency (%) 
5716626.8%
 
41168343.7%
 
3472317.7%
 
218587.0%
 
18863.3%
 

opinion_h1n1_risk
Real number (ℝ≥0)

MISSING

Distinct count5
Unique (%)< 0.1%
Missing388
Missing (%)1.5%
Infinite0
Infinite (%)0.0%
Mean2.3425662069227555
Minimum1.0
Maximum5.0
Zeros0
Zeros (%)0.0%
Memory size208.6 KiB

Quantile statistics

Minimum1
5-th percentile1
Q11
median2
Q34
95-th percentile5
Maximum5
Range4
Interquartile range (IQR)3

Descriptive statistics

Standard deviation1.285539287
Coefficient of variation (CV)0.5487739398
Kurtosis-0.8466274374
Mean2.342566207
Median Absolute Deviation (MAD)1
Skewness0.6729565579
Sum61654
Variance1.652611258
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
2991937.1%
 
1813930.5%
 
4539420.2%
 
517506.6%
 
311174.2%
 
(Missing)3881.5%
 
ValueCountFrequency (%) 
1813930.5%
 
2991937.1%
 
311174.2%
 
4539420.2%
 
517506.6%
 
ValueCountFrequency (%) 
517506.6%
 
4539420.2%
 
311174.2%
 
2991937.1%
 
1813930.5%
 

opinion_h1n1_sick_from_vacc
Real number (ℝ≥0)

MISSING

Distinct count5
Unique (%)< 0.1%
Missing395
Missing (%)1.5%
Infinite0
Infinite (%)0.0%
Mean2.357669504408635
Minimum1.0
Maximum5.0
Zeros0
Zeros (%)0.0%
Memory size208.6 KiB

Quantile statistics

Minimum1
5-th percentile1
Q11
median2
Q34
95-th percentile5
Maximum5
Range4
Interquartile range (IQR)3

Descriptive statistics

Standard deviation1.362765917
Coefficient of variation (CV)0.578013973
Kurtosis-1.01723403
Mean2.357669504
Median Absolute Deviation (MAD)1
Skewness0.6512805475
Sum62035
Variance1.857130945
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
2912934.2%
 
1899833.7%
 
4585021.9%
 
521878.2%
 
31480.6%
 
(Missing)3951.5%
 
ValueCountFrequency (%) 
1899833.7%
 
2912934.2%
 
31480.6%
 
4585021.9%
 
521878.2%
 
ValueCountFrequency (%) 
521878.2%
 
4585021.9%
 
31480.6%
 
2912934.2%
 
1899833.7%
 

opinion_seas_vacc_effective
Real number (ℝ≥0)

MISSING

Distinct count5
Unique (%)< 0.1%
Missing462
Missing (%)1.7%
Infinite0
Infinite (%)0.0%
Mean4.025985902076586
Minimum1.0
Maximum5.0
Zeros0
Zeros (%)0.0%
Memory size208.6 KiB

Quantile statistics

Minimum1
5-th percentile2
Q14
median4
Q35
95-th percentile5
Maximum5
Range4
Interquartile range (IQR)1

Descriptive statistics

Standard deviation1.086564904
Coefficient of variation (CV)0.2698879057
Kurtosis1.097349658
Mean4.025985902
Median Absolute Deviation (MAD)1
Skewness-1.315176563
Sum105662
Variance1.18062329
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
41162943.5%
 
5997337.3%
 
222068.3%
 
112214.6%
 
312164.6%
 
(Missing)4621.7%
 
ValueCountFrequency (%) 
112214.6%
 
222068.3%
 
312164.6%
 
41162943.5%
 
5997337.3%
 
ValueCountFrequency (%) 
5997337.3%
 
41162943.5%
 
312164.6%
 
222068.3%
 
112214.6%
 

opinion_seas_risk
Real number (ℝ≥0)

MISSING

Distinct count5
Unique (%)< 0.1%
Missing514
Missing (%)1.9%
Infinite0
Infinite (%)0.0%
Mean2.719161608063223
Minimum1.0
Maximum5.0
Zeros0
Zeros (%)0.0%
Memory size208.6 KiB

Quantile statistics

Minimum1
5-th percentile1
Q12
median2
Q34
95-th percentile5
Maximum5
Range4
Interquartile range (IQR)2

Descriptive statistics

Standard deviation1.385055181
Coefficient of variation (CV)0.5093684676
Kurtosis-1.390171224
Mean2.719161608
Median Absolute Deviation (MAD)1
Skewness0.2509228606
Sum71223
Variance1.918377855
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
2895433.5%
 
4763028.6%
 
1597422.4%
 
5295811.1%
 
36772.5%
 
(Missing)5141.9%
 
ValueCountFrequency (%) 
1597422.4%
 
2895433.5%
 
36772.5%
 
4763028.6%
 
5295811.1%
 
ValueCountFrequency (%) 
5295811.1%
 
4763028.6%
 
36772.5%
 
2895433.5%
 
1597422.4%
 

opinion_seas_sick_from_vacc
Real number (ℝ≥0)

MISSING

Distinct count5
Unique (%)< 0.1%
Missing537
Missing (%)2.0%
Infinite0
Infinite (%)0.0%
Mean2.1181123423767674
Minimum1.0
Maximum5.0
Zeros0
Zeros (%)0.0%
Memory size208.6 KiB

Quantile statistics

Minimum1
5-th percentile1
Q11
median2
Q34
95-th percentile5
Maximum5
Range4
Interquartile range (IQR)3

Descriptive statistics

Standard deviation1.332949925
Coefficient of variation (CV)0.6293103054
Kurtosis-0.600915934
Mean2.118112342
Median Absolute Deviation (MAD)1
Skewness0.9195873019
Sum55431
Variance1.776755503
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
11187044.4%
 
2763328.6%
 
4485218.2%
 
517216.4%
 
3940.4%
 
(Missing)5372.0%
 
ValueCountFrequency (%) 
11187044.4%
 
2763328.6%
 
3940.4%
 
4485218.2%
 
517216.4%
 
ValueCountFrequency (%) 
517216.4%
 
4485218.2%
 
3940.4%
 
2763328.6%
 
11187044.4%
 

age_group
Categorical

Distinct count5
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size208.6 KiB
65+ Years
6843
55 - 64 Years
5563
45 - 54 Years
5238
18 - 34 Years
5215
35 - 44 Years
3848
ValueCountFrequency (%) 
65+ Years684325.6%
 
55 - 64 Years556320.8%
 
45 - 54 Years523819.6%
 
18 - 34 Years521519.5%
 
35 - 44 Years384814.4%
 

Length

Max length13
Median length13
Mean length11.97510016
Min length9

education
Categorical

MISSING

Distinct count4
Unique (%)< 0.1%
Missing1407
Missing (%)5.3%
Memory size208.6 KiB
College Graduate
10097
Some College
7043
12 Years
5797
< 12 Years
2363
ValueCountFrequency (%) 
College Graduate1009737.8%
 
Some College704326.4%
 
12 Years579721.7%
 
< 12 Years23638.8%
 
(Missing)14075.3%
 

Length

Max length16
Median length12
Mean length11.9929232
Min length3

race
Categorical

Distinct count4
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size208.6 KiB
White
21222
Black
 
2118
Hispanic
 
1755
Other or Multiple
 
1612
ValueCountFrequency (%) 
White2122279.5%
 
Black21187.9%
 
Hispanic17556.6%
 
Other or Multiple16126.0%
 

Length

Max length17
Median length5
Mean length5.921443816
Min length5

sex
Categorical

Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size208.6 KiB
Female
15858
Male
10849
ValueCountFrequency (%) 
Female1585859.4%
 
Male1084940.6%
 

Length

Max length6
Median length6
Mean length5.187553825
Min length4

income_poverty
Categorical

MISSING

Distinct count3
Unique (%)< 0.1%
Missing4423
Missing (%)16.6%
Memory size208.6 KiB
<= $75,000, Above Poverty
12777
> $75,000
6810
Below Poverty
2697
ValueCountFrequency (%) 
<= $75,000, Above Poverty1277747.8%
 
> $75,000681025.5%
 
Below Poverty269710.1%
 
(Missing)442316.6%
 

Length

Max length25
Median length13
Mean length16.06488935
Min length3

marital_status
Categorical

MISSING

Distinct count2
Unique (%)< 0.1%
Missing1408
Missing (%)5.3%
Memory size208.6 KiB
Married
13555
Not Married
11744
ValueCountFrequency (%) 
Married1355550.8%
 
Not Married1174444.0%
 
(Missing)14085.3%
 

Length

Max length11
Median length7
Mean length8.548058561
Min length3

rent_or_own
Categorical

MISSING

Distinct count2
Unique (%)< 0.1%
Missing2042
Missing (%)7.6%
Memory size208.6 KiB
Own
18736
Rent
5929
ValueCountFrequency (%) 
Own1873670.2%
 
Rent592922.2%
 
(Missing)20427.6%
 

Length

Max length4
Median length3
Mean length3.222001722
Min length3

employment_status
Categorical

MISSING

Distinct count3
Unique (%)< 0.1%
Missing1463
Missing (%)5.5%
Memory size208.6 KiB
Employed
13560
Not in Labor Force
10231
Unemployed
 
1453
ValueCountFrequency (%) 
Employed1356050.8%
 
Not in Labor Force1023138.3%
 
Unemployed14535.4%
 
(Missing)14635.5%
 

Length

Max length18
Median length8
Mean length11.66574306
Min length3

hhs_geo_region
Categorical

Distinct count10
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size208.6 KiB
lzgpxyit
4297
fpwskwrf
3265
qufhixun
3102
oxchjgsf
2859
kbazzjca
2858
Other values (5)
10326
ValueCountFrequency (%) 
lzgpxyit429716.1%
 
fpwskwrf326512.2%
 
qufhixun310211.6%
 
oxchjgsf285910.7%
 
kbazzjca285810.7%
 
bhuqouqj284610.7%
 
mlyzmhmf22438.4%
 
lrircsnp20787.8%
 
atmpeygn20337.6%
 
dqpwygqj11264.2%
 

Length

Max length8
Median length8
Mean length8
Min length8

census_msa
Categorical

Distinct count3
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size208.6 KiB
MSA, Not Principle City
11645
MSA, Principle City
7864
Non-MSA
7198
ValueCountFrequency (%) 
MSA, Not Principle City1164543.6%
 
MSA, Principle City786429.4%
 
Non-MSA719827.0%
 

Length

Max length24
Median length19
Mean length17.94593178
Min length7

household_adults
Categorical

Distinct count4
Unique (%)< 0.1%
Missing249
Missing (%)0.9%
Memory size208.6 KiB
1
14474
0
8056
2
 
2803
3
 
1125
ValueCountFrequency (%) 
11447454.2%
 
0805630.2%
 
2280310.5%
 
311254.2%
 
(Missing)2490.9%
 

Length

Max length3
Median length3
Mean length3
Min length3
Distinct count4
Unique (%)< 0.1%
Missing249
Missing (%)0.9%
Memory size208.6 KiB
0
18672
1
 
3175
2
 
2864
3
 
1747
ValueCountFrequency (%) 
01867269.9%
 
1317511.9%
 
2286410.7%
 
317476.5%
 
(Missing)2490.9%
 

Length

Max length3
Median length3
Mean length3
Min length3

employment_industry
Categorical

MISSING

Distinct count21
Unique (%)0.2%
Missing13330
Missing (%)49.9%
Memory size208.6 KiB
fcxhlnwr
2468
wxleyezf
1804
ldnlellj
1231
pxcmvdjn
 
1037
atmlpfrs
 
926
Other values (16)
5911
ValueCountFrequency (%) 
fcxhlnwr24689.2%
 
wxleyezf18046.8%
 
ldnlellj12314.6%
 
pxcmvdjn10373.9%
 
atmlpfrs9263.5%
 
arjwrbjb8713.3%
 
xicduogh8513.2%
 
mfikgejo6142.3%
 
vjjrobsf5272.0%
 
rucpziij5232.0%
 
Other values (11)25259.5%
 
(Missing)1333049.9%
 

Length

Max length8
Median length8
Mean length5.504399596
Min length3

employment_occupation
Categorical

MISSING

Distinct count23
Unique (%)0.2%
Missing13470
Missing (%)50.4%
Memory size208.6 KiB
xtkaffoo
1778
mxkfnird
1509
emcorrxb
 
1270
cmhcxjea
 
1247
xgwztkwe
 
1082
Other values (18)
6351
ValueCountFrequency (%) 
xtkaffoo17786.7%
 
mxkfnird15095.7%
 
emcorrxb12704.8%
 
cmhcxjea12474.7%
 
xgwztkwe10824.1%
 
hfxkjkmi7662.9%
 
qxajmpny5482.1%
 
xqwwgdyp4851.8%
 
kldqjyjy4691.8%
 
uqqtjvyb4521.7%
 
Other values (13)363113.6%
 
(Missing)1347050.4%
 

Length

Max length8
Median length3
Mean length5.478189239
Min length3

Interactions

Correlations

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Missing values

Sample

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